GithubHelp home page GithubHelp logo

yangdanny97 / pathways-vis Goto Github PK

View Code? Open in Web Editor NEW
1.0 5.0 0.0 22.36 MB

Interactive visualization of pathways through Cornell CIS courses

Home Page: https://yangdanny97.github.io/blog/2020/05/02/course-recommender-system

HTML 14.96% JavaScript 45.15% Go 30.43% Makefile 0.70% SCSS 8.76%
d3 d3js visualization golang go golang-application javascript data-visualization data-visualisation data-viz data-visualizations data-visualization-project

pathways-vis's Introduction

Pathways: a Data Driven Course Recommender

Danny Yang, Eric Sun, Sam Fuchs - CDS Insights

Interactive visualization of course progressions through cornell CIS, based on anonymized registrar data. Recommendation system for what courses to take + when to take them.

Update: The website is no longer online or up-to-date, as it was intended as a short-term research project. See this blog post for a writeup about the design and learnings.

Repo Description

Directory:

  • unused_vis - unused visualization code for alternative ideas that we explored, retained for reference
  • exploratory - files for exploratory data analysis (python notebooks, data extraction script). of these, extract_script.py pre-processses the data, using extract.py to load the original CSV and graph.py to model the graph
  • www - source code for pathways webapp (see README in that directory for more info)

Data Preprocessing

  • make sure you have python3 and the various packages that our preprocessing uses (nothing fancy)
  • cd into exploratory and run python extract_script.py (you can edit the constants at the top of the file to change how the script runs)
  • output JSON files will be in exploratory/data, to use them in the production app copy it to www/data

Final Report/Journal

see report.md

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.